{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from numpy.linalg import eigh, inv, svd, norm\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.image import imread\n",
    "\n",
    "patch_size = 16\n",
    "\n",
    "X_ica = np.zeros((patch_size*patch_size, 40000))\n",
    "idx = 0\n",
    "for s in range(1, 5):\n",
    "    #转换为浮点型\n",
    "    image = imread(\"./images/{}.jpg\".format(s)).astype(np.float32)\n",
    "    #获得数据维度\n",
    "    a, b, c = np.shape(image)\n",
    "    y = a\n",
    "    x = b * c\n",
    "    #注意这里order要选择F\n",
    "    image = image.reshape(y, x, order=\"F\")\n",
    "    for i in range(1, y//patch_size+1):\n",
    "        for j in range(1, x//patch_size+1):\n",
    "            patch = image[(i-1)*patch_size: i*patch_size, (j-1)*patch_size: j*patch_size]\n",
    "            X_ica[:, idx] = patch.reshape(-1, 1, order=\"F\").flatten()\n",
    "            idx += 1      \n",
    "    \n",
    "X_ica = X_ica[:, 0: idx]\n",
    "\n",
    "#正定矩阵分解\n",
    "W = 1 / X_ica.shape[1] * X_ica.dot(X_ica.T)\n",
    "w, v = eigh(W)\n",
    "w = np.diag(1 / np.sqrt(w))\n",
    "W_z = v.dot(w).dot(v.T)\n",
    "\n",
    "X_ica = X_ica - np.mean(X_ica, axis=1).reshape(-1, 1)\n",
    "X_pca = X_ica\n",
    "\n",
    "X_ica = 2 * W_z.dot(X_ica)\n",
    "X_pca = X_pca / np.std(X_pca, axis=1).reshape(-1, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "之前为预处理函数，可以忽略细节。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### PCA\n",
    "def pca(X):\n",
    "    U, S, V = svd(X.dot(X.T))\n",
    "    \n",
    "    return U\n",
    "    \n",
    "def plot_pca_filters(U):\n",
    "    n = (patch_size + 1) * patch_size - 1\n",
    "    big_filters = np.min(U) * np.ones((n, n))\n",
    "    for i in range(patch_size):\n",
    "        for j in range(patch_size):\n",
    "            big_filters[i*(patch_size+1): (i+1)*(patch_size+1)-1, j*(patch_size+1): (j+1)*(patch_size+1)-1] = U[:, i*patch_size+j].reshape(patch_size, patch_size)\n",
    "            \n",
    "    plt.imshow(big_filters)\n",
    "    plt.gray()\n",
    "    plt.show()\n",
    "    \n",
    "U = pca(X_pca)\n",
    "plot_pca_filters(U)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "第1轮\n",
      "第2轮\n",
      "第3轮\n",
      "第4轮\n",
      "第5轮\n",
      "第6轮\n",
      "第7轮\n",
      "第8轮\n",
      "第9轮\n",
      "第10轮\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#### ICA\n",
    "def sigmoid(x):\n",
    "    return 1 / (1 + np.exp(-x))\n",
    "\n",
    "X = X_ica.copy()\n",
    "\n",
    "X = X.T\n",
    "n, d = X.shape\n",
    "W = np.eye(d)\n",
    "batch = 100\n",
    "alpha = 0.0005\n",
    "eps = 1e-1\n",
    "\n",
    "for i in range(10):\n",
    "    print(\"第{}轮\".format(i+1))\n",
    "    np.random.permutation(X)\n",
    "    for j in range(n // batch):\n",
    "        X1 = X[j * batch: (j+1) * batch, :]\n",
    "        WX = W.dot(X1.T)\n",
    "        grad = (1 - 2 * sigmoid(WX)).dot(X1) + batch * inv(W.T)\n",
    "        W += alpha * grad\n",
    "\n",
    "\n",
    "def plot_ica_filters(W):\n",
    "    F = W.dot(W_z)\n",
    "    norms = norm(F, axis=1)\n",
    "    idxs = np.argsort(norms)\n",
    "    norms = np.sort(norms)\n",
    "    n = (patch_size + 1) * patch_size - 1\n",
    "    big_filters = np.min(W) * np.ones((n, n))\n",
    "    for i in range(patch_size):\n",
    "        for j in range(patch_size):\n",
    "            temp = W[idxs[i*patch_size+j], :].reshape(patch_size, patch_size)\n",
    "            big_filters[i*(patch_size+1): (i+1)*(patch_size+1)-1, j*(patch_size+1): (j+1)*(patch_size+1)-1] = temp\n",
    "            \n",
    "    plt.imshow(big_filters)\n",
    "    plt.gray()\n",
    "    plt.show()\n",
    "    \n",
    "plot_ica_filters(W)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
